When continued operation is no longer defensible, we say so — and prove it.

SimGen provides independent operational risk determinations for rotating industrial equipment.

We support shutdown, maintenance, and derating decisions with audit-grade evidence — not alerts or predictions.

Engagements are independent. We do not sell monitoring software.

How we classify operational risk

From stability margin to actionable decision

Normal

Continue

Operational Risk

Monitor

Decision Boundary

Investigate

Irreversible

Shutdown

Stability Margin

Dynamic buffer assessment

Regime Occupancy

Time in degraded state

Point of No Return

Irreversibility detection

$M+

Avoided forced outage cost

Weeks

Early detection horizon

High

False alarm immunity

Yes

Audit-ready evidence

Zero

Retraining required

Most condition monitoring answers the wrong question.

Dashboards and alerts show anomalies.
Determinations estimate failure timing.

But when something goes wrong, the real question is:

"Why was this machine still running?"

Most systems cannot answer that — and cannot defend the decision afterward.

We determine whether continued operation is defensible.

SimGen evaluates:

  • Whether an asset remains dynamically stable
  • How often it operates in a degraded regime
  • Whether an irreversible degradation boundary has been crossed
  • Whether risk can be reduced through operational changes

Our output is a clear determination, not a probability.

What makes this different

Typical PdMSimGen
Alerts & thresholdsDefensible decisions
ML determinationsPhysics-aware stability analysis
Retraining requiredZero-shot transfer
Black-box outputsAudit-safe rationale
"Something changed""Stop / run / derate — and why"

Validated across critical rotating equipment

Our framework has been validated across 38,000+ samples spanning multiple independent datasets.

BearingsPrimary specialization
Compressors
Pumps
Turbines

Analysis is equipment-specific. We do not apply the wrong physics to the wrong machine.

Every SimGen engagement produces a signed Evidence Report

Example outcome

A bearing asset showed no critical alarms under conventional monitoring. SimGen identified loss of stability and a crossed point-of-no-return. Continued operation was deemed indefensible.

Result:

  • Planned shutdown instead of forced failure
  • Clear justification provided to operations and management
  • Evidence preserved for audit and post-incident review

Engagements

Independent Equipment Risk Determination

$35k–$60k

per asset

Site / Fleet Risk Assessment

$90k–$200k

10–50 assets

Ongoing Operational Risk Authority

$150k–$400k

annual retainer

Pricing reflects independence, depth of analysis, and decision responsibility.

SimGen is a founder-led consultancy. All assessments are conducted directly by the person who developed the methodology. Engagements are intentionally limited.

When the decision matters, get an independent determination.

Request an Assessment